{"id":"W3211095776","doi":"10.1186/s13075-021-02650-4","title":"Predictors of long-term clinical response in patients with non-radiographic axial spondyloarthritis receiving certolizumab pegol","year":2021,"lang":"en","type":"article","venue":"Arthritis Research & Therapy","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"UCB Pharma","keywords":"Medicine; Certolizumab pegol; Internal medicine; Ankylosing spondylitis; Sacroiliitis; Axial spondyloarthritis; Placebo; BASDAI; Rheumatology; Logistic regression; Physical therapy; Etanercept; Rheumatoid arthritis; Psoriatic arthritis; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001895282,0.0003090547,0.0005121281,0.0002358246,0.0001850667,0.0004746307,0.0003060889,0.0004640458,0.001553336],"category_scores_gemma":[0.003482314,0.0001576048,0.000651109,0.0003868581,0.0001719226,0.0003757372,0.0002843704,0.0009151009,0.0002244549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216374,"about_ca_system_score_gemma":0.0004263968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003742201,"about_ca_topic_score_gemma":0.0006666959,"domain_scores_codex":[0.9993,0.0003206389,0.00008205824,0.000100772,0.0001025654,0.00009397155],"domain_scores_gemma":[0.9953061,0.00207984,0.001785283,0.0001311575,0.0002156222,0.0004820229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005489125,0.0001935669,0.9884659,0.00003993599,0.0001421004,0.0000545919,0.00002518594,0.0002551282,0.0004528619,0.000009775103,0.0001325004,0.00473926],"study_design_scores_gemma":[0.0002569513,0.002608347,0.9946741,0.00002083491,0.0001529086,0.0002169681,0.00005564449,0.001517839,0.000204266,0.00004455862,0.0002407144,0.000006980058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989785,0.0004911475,0.0001004872,0.00007431157,0.000006122268,0.00001384015,0.000166974,0.000003464743,0.0001651425],"genre_scores_gemma":[0.9994186,0.00007106612,0.0001104488,0.00002470909,0.00001444044,0.00001509129,0.0002630639,0.000001030352,0.00008158112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001895282,"threshold_uncertainty_score":0.0100233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017826495875837,"score_gpt":0.3559333407815631,"score_spread":0.3157550758228047,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}